Page 204 - Radar Technology Encyclopedia
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filter, rippler                                                                       filter, spatial  194



               Along with smoothing of measurement data, ripple filters
                                                                                     Table F6
           are used for compensation of truncated series pulsations. Fil-
                                                                             Classification of Robust Filters
           ters with impulse response providing windowing in the time
           domain are used for this purpose. IAM
                                                                    Type of Filter            Measure
           Ref.: Hamming (1977), p. 36, in Russian.
                                                                                      m
           A  robust filter is an  analog or  digital filter that performs  1. Neyman-Pearson  m  2
           robust signal processing. There are robust filters for detection        ----  å  n –  N
                                                                                         i
                                                                                    N
           of a pulse train observed against the background of additive              i =  1
                                                                                   where n is the number of elements
           interference, independent of the signal, with a known proba-                  i
                                                                                   x  in the interval S  =[(i-1)/m, i/m]
                                                                                    N
                                                                                                  i
           bility distribution  function.  Robust processing algorithms
           depend only on the differences of random phases y  of the  2. David (digital)  where S is the number of intervals
                                                      N
                                                                                          0
           observed pulse train, referred to the interval [0,  2p], and            S , ... , S  that do not contain a sin-
                                                                                          m
                                                                                    1
           known phases of the pulses of the transmitted pulses.                   gle element x n
               Algorithms for  processing the input  samples of
                                                                 3. Kolmogorov-        sup
                                                                                                 ,
                                                                                                (
                          consist of calculating the specified criterion
           xN x , =  y 2p(¤  )                                                                Fx xN ) F x ()
                                                                                                     –
               i   i                                               Smirnov (analog)  – (  ¥ << ¥ )     0
                                                                                        x
           (measure) and comparing the measure with the threshold
           (table). The pdf of the output signal of robust filters, when                        ì  1 x >,  1
                                                                                                ï
                                                                                              =
           there is only interference at the input, does not depend on the               F x () í  x 0 ££,  x  1
                                                                                          0
           statistical characteristics of  the interference. Depending on                       ï  0 x <,  0
                                                                                                î
           the analog or digital form of the implementation, one distin-
           guishes between analog and digital robust filters. In terms of  4. Shirman (analog)
                                                                                     N +  1
           type of measure for  determining  the threshold, one distin-             1               1
           guishes  between filters of  the Neyman-Pearson criterion,              – ---  å  x' –  x' i 1–  –  -------------
                                                                                          i
                                                                                    2             N +  1
           David criterion, and the criteria based on construction of the             i =  1
                                             , constructed from
                                         ,
                                                                                         i
           confidence  for an empirical pdf  Fx xN )                               where x¢are normalized elements
                                        (
           the observed sample (types 3 through 6 in Table F6).  5. Morgan-Kimboll
               A  robust compression  filter is  analogous to the  known  (analog)  N +  1
           compression algorithm  of pseudo-noise phase-coded  wave-                å  ( x' –  x' i 1–  2 )
                                                                                         i
           forms, but applies to the case of random phase code.
                                                                                    i =  1
               It is impossible to choose the best filter from the robust             N
                                                                 6. Kramer-Mieses
           class, since this would require information about the statisti-          1   æ   2i –  1 ö
                                                                                                 2
                                                                   (analog)        ----  å  x –  --------------
           cal characteristics both of the interference and of the signal,         N    è  i  2N ø
           but robust  filters are intentionally designed  to avoid this             i =  1
           requirement. IAM                                      7. Compression
           Ref.: Ovodenko (1981), pp. 41–86.                       (analog)           N  N
                                                                                     å  å  cos [ 2p x –  x )]
                                                                                                (
           A single-band filter is a bandpass filter with one bandpass in                         i  j
           the entire possible frequency band. An example of use is the              i =  1 j =  1
           single-band filter of a pulsed-doppler radar, which does not  Space-time filtering is filtering of spatial-temporal signals.
           pass side frequencies differing from the central frequency of  Signal dependence on spatial coordinates may be stipulated
           the radar by a multiple of the  pulse repetition frequencies.  both  by  the difference in coordinates of receiving  elements
           IAM                                                  and by signal dependence on the spatial parameters of the tar-
           Ref.: Skolnik (1970), p. 19.4.                       get. In both instances, by virtue of the complete similarity of
                                                                the input signal in the spatial and in temporal characteristics,
           A single-pole filter uses a single L-C or R-C section to form
                                                                spatial-temporal filtering is accomplished using conventional
           an appropriate bandpass response.
                                                                linear and nonlinear filtering methods considering the specif-
           A smoothing filter is one that smooths (averages) a set of  ics of concrete problems. Spatial-temporal filtering is used in
           radar measurements, typically to  reduce the fast fluctuating  phased arrays, navigation, terrain mapping, and  guidance
           random component of measurement error (noise error). The  radars. IAM
           most widely used smoothing filters are the a-b(-g) filter and
                                                                Ref.: Korostelev (1987), p. 80; Baklitskiy (1986), p. 26; Skolnik (1990),
           the Kalman filter. SAL                                  p. 16.23.
           A solid-state filter is a filter implemented using solid-state  Spatial filtering is the filtering  of a signal, the evaluated
           technology (semiconductor components and integrated  parameters of which depend upon the spatial coordinates of
           circuits).                                           the target. By virtue of the complete similarity of the spatial
                                                                and temporary characteristics, generally spatial filter methods
                                                                are the same as both temporal and space-time filtering. Spa-
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